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⚡ AI Lessons

Dev.to · David Shibley
2d ago
I Killed My AI Code Reviewer's False Positives by Making It Argue With Itself
The failure mode of AI code review isn't that it misses bugs. It's that it reports ten "issues" and...

Dev.to · David Shibley
🧠 Large Language Models
⚡ AI Lesson
3d ago
OK, DEGRADED, ABSTAINED, FAILED: Designing a Typed Outcome Model for LLM Calls
Most LLM-calling code I've seen treats an LLM step like an HTTP request: try/catch, retry a couple...

Dev.to · David Shibley
📣 Digital Marketing & Growth
⚡ AI Lesson
3d ago
Hardening an MCP Server: What I Learned Building a Production-Ready Jira/Confluence Integration for Claude
Problem: the current Jira MCP server that exists doesn't support Jira Service Management, meaning we...

Dev.to · David Shibley
⚡ AI Lesson
1w ago
I Cut My AWS Hosting Bill from ~$45/mo to ~$8 by Consolidating Three Apps on One Lightsail Box
How I moved portfolio, krogerCart, and chat-bot off separate EC2 instances onto a single $5 Lightsail...

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